The Concept of Diagonal Approximated Signature: New Surrogate Modeling Approach for Continuous-State Systems

Publikation: Beitrag in Buch/Bericht/Sammelwerk/KonferenzbandAufsatz in KonferenzbandForschungPeer-Review

Autoren

  • Niklas R. Winnewisser
  • Julian Salomon
  • Matteo Broggi
  • Michael Beer

Externe Organisationen

  • The University of Liverpool
  • Tongji University
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Details

OriginalspracheEnglisch
Titel des SammelwerksASCE Inspire 2023
UntertitelInfrastructure Innovation and Adaptation for a Sustainable and Resilient World - Selected Papers from ASCE Inspire 2023
Herausgeber/-innenBilal M. Ayyub
Herausgeber (Verlag)American Society of Civil Engineers (ASCE)
Seiten258-266
Seitenumfang9
ISBN (elektronisch)9780784485163
PublikationsstatusVeröffentlicht - 2023
VeranstaltungASCE Inspire 2023: Infrastructure Innovation and Adaptation for a Sustainable and Resilient World - Arlington, USA / Vereinigte Staaten
Dauer: 16 Nov. 202318 Nov. 2023

Abstract

The increasing size and complexity of modern systems present engineers with the inevitable challenge of developing more efficient, yet comprehensive computational tools that enable sound analyses and ensure stable system operation. This work proposes the continuous-state survival function (CSSF), and the concept of the diagonal approximated signature (DAS) is introduced as a corresponding surrogate model. The proposed concept is based on combinatorial decomposition adapted from the concept of survival signature. This allows for the advantageous property of separating topological and probabilistic information. Potentially high-dimensional coherent structure functions are the foundation. The proposed approach enables direct computation of the CSSF by means of an explicit formula and a stored DAS, avoiding costly online Monte Carlo simulation (MCS) and overcoming the limitation of binary component and system state consideration during resilience optimization for sub-structured systems. A proof of concept is provided for multidimensional systems and an arbitrary infrastructure system.

ASJC Scopus Sachgebiete

Zitieren

The Concept of Diagonal Approximated Signature: New Surrogate Modeling Approach for Continuous-State Systems. / Winnewisser, Niklas R.; Salomon, Julian; Broggi, Matteo et al.
ASCE Inspire 2023: Infrastructure Innovation and Adaptation for a Sustainable and Resilient World - Selected Papers from ASCE Inspire 2023. Hrsg. / Bilal M. Ayyub. American Society of Civil Engineers (ASCE), 2023. S. 258-266.

Publikation: Beitrag in Buch/Bericht/Sammelwerk/KonferenzbandAufsatz in KonferenzbandForschungPeer-Review

Winnewisser, NR, Salomon, J, Broggi, M & Beer, M 2023, The Concept of Diagonal Approximated Signature: New Surrogate Modeling Approach for Continuous-State Systems. in BM Ayyub (Hrsg.), ASCE Inspire 2023: Infrastructure Innovation and Adaptation for a Sustainable and Resilient World - Selected Papers from ASCE Inspire 2023. American Society of Civil Engineers (ASCE), S. 258-266, ASCE Inspire 2023: Infrastructure Innovation and Adaptation for a Sustainable and Resilient World, Arlington, USA / Vereinigte Staaten, 16 Nov. 2023. https://doi.org/10.1061/9780784485163.031
Winnewisser, N. R., Salomon, J., Broggi, M., & Beer, M. (2023). The Concept of Diagonal Approximated Signature: New Surrogate Modeling Approach for Continuous-State Systems. In B. M. Ayyub (Hrsg.), ASCE Inspire 2023: Infrastructure Innovation and Adaptation for a Sustainable and Resilient World - Selected Papers from ASCE Inspire 2023 (S. 258-266). American Society of Civil Engineers (ASCE). https://doi.org/10.1061/9780784485163.031
Winnewisser NR, Salomon J, Broggi M, Beer M. The Concept of Diagonal Approximated Signature: New Surrogate Modeling Approach for Continuous-State Systems. in Ayyub BM, Hrsg., ASCE Inspire 2023: Infrastructure Innovation and Adaptation for a Sustainable and Resilient World - Selected Papers from ASCE Inspire 2023. American Society of Civil Engineers (ASCE). 2023. S. 258-266 doi: 10.1061/9780784485163.031
Winnewisser, Niklas R. ; Salomon, Julian ; Broggi, Matteo et al. / The Concept of Diagonal Approximated Signature : New Surrogate Modeling Approach for Continuous-State Systems. ASCE Inspire 2023: Infrastructure Innovation and Adaptation for a Sustainable and Resilient World - Selected Papers from ASCE Inspire 2023. Hrsg. / Bilal M. Ayyub. American Society of Civil Engineers (ASCE), 2023. S. 258-266
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AU - Winnewisser, Niklas R.

AU - Salomon, Julian

AU - Broggi, Matteo

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